{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Street network centrality analysis\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "We can calculate and visualize how \"important\" a node or an edge is in a street network by measuring its centrality.\n",
    "\n",
    "In some traditions of street network analysis, streets are represented as nodes and intersections are represented as edges. This is called a line graph, or sometimes a dual graph, and it essentially inverts the topology of the street network seen above. We can do this with OSMnx too.\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "import networkx as nx\n",
    "import osmnx as ox\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 645.26x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# download and project a street network\n",
    "G = ox.graph_from_place('Piedmont, California', network_type='drive')\n",
    "G = ox.project_graph(G)\n",
    "fig, ax = ox.plot_graph(G, bgcolor='k', node_size=30, node_color='#999999', node_edgecolor='none', node_zorder=2,\n",
    "                        edge_color='#555555', edge_linewidth=1.5, edge_alpha=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate and visualize node centrality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# node closeness centrality\n",
    "node_centrality = nx.closeness_centrality(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 645.26x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot it\n",
    "df = pd.DataFrame(data=pd.Series(node_centrality).sort_values(), columns=['cc'])\n",
    "df['colors'] = ox.get_colors(n=len(df), cmap='inferno', start=0.2)\n",
    "df = df.reindex(G.nodes())\n",
    "nc = df['colors'].tolist()\n",
    "fig, ax = ox.plot_graph(G, bgcolor='k', node_size=30, node_color=nc, node_edgecolor='none', node_zorder=2,\n",
    "                        edge_color='#555555', edge_linewidth=1.5, edge_alpha=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate and visualize edge centrality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# edge closeness centrality: convert graph to a line graph so edges become nodes and vice versa\n",
    "edge_centrality = nx.closeness_centrality(nx.line_graph(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 645.26x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# list of edge values for the orginal graph\n",
    "ev = [edge_centrality[edge + (0,)] for edge in G.edges()]\n",
    "\n",
    "# color scale converted to list of colors for graph edges\n",
    "norm = colors.Normalize(vmin=min(ev)*0.8, vmax=max(ev))\n",
    "cmap = cm.ScalarMappable(norm=norm, cmap=cm.inferno)\n",
    "ec = [cmap.to_rgba(cl) for cl in ev]\n",
    "\n",
    "# color the edges in the original graph with closeness centralities in the line graph\n",
    "fig, ax = ox.plot_graph(G, bgcolor='k', axis_off=True, node_size=0, node_color='w', node_edgecolor='gray', node_zorder=2,\n",
    "                        edge_color=ec, edge_linewidth=1.5, edge_alpha=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save a shapefile with centrality as node and edge attributes\n",
    "nx.set_node_attributes(G, node_centrality, 'node_centrality')\n",
    "nx.set_edge_attributes(G, edge_centrality, 'edge_centrality')\n",
    "ox.save_graph_shapefile(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
